English

Wasserstein distance and metric trees

Metric Geometry 2021-10-06 v1

Abstract

We study the Wasserstein (or earthmover) metric on the space P(X)P(X) of probability measures on a metric space XX. We show that, if a finite metric space XX embeds stochastically with distortion DD in a family of finite metric trees, then P(X)P(X) embeds bi-Lipschitz into 1\ell^1 with distortion DD. Next, we re-visit the closed formula for the Wasserstein metric on finite metric trees due to Evans-Matsen \cite{EvMat}. We advocate that the right framework for this formula is real trees, and we give two proofs of extensions of this formula: one making the link with Lipschitz-free spaces from Banach space theory, the other one algorithmic (after reduction to finite metric trees).

Keywords

Cite

@article{arxiv.2110.02115,
  title  = {Wasserstein distance and metric trees},
  author = {Maxime Mathey-Prevot and Alain Valette},
  journal= {arXiv preprint arXiv:2110.02115},
  year   = {2021}
}

Comments

17 pages

R2 v1 2026-06-24T06:38:21.729Z